{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Self-Exciting process (Hawkes process)\n", "\n", "For a review of self-exciting point processes and more please see https://arxiv.org/pdf/1507.02822.pdf.\n", "\n", "Hear a Poisson point process's intensity, $\\lambda(t)$, is conditionally dependent on past events.\n", "\n", "Let the intensity be given by a constant background plus an exponential term:\n", "\n", "$$\\lambda(t) = \\mu + \\sum_{t_i < t} \\phi(t-t_i)$$\n", "\n", "The average number of _daughters_ from an event is $\\int_0^\\infty \\phi(t) \\mathrm{d} t$ and is called the branching ratio. If the branching ratio is > 1 then there is non-zero probability of having infinite events spawned from a single event.\n", "\n", "We'll let $\\phi(t) = \\alpha e^{-\\beta t}$, where $\\int_0^\\infty \\phi(t) \\mathrm{d} t = \\alpha/\\beta \\triangleq B$." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2024-09-23T22:40:40.589487Z", "iopub.status.busy": "2024-09-23T22:40:40.588936Z", "iopub.status.idle": "2024-09-23T22:40:41.877675Z", "shell.execute_reply": "2024-09-23T22:40:41.877139Z" }, "pycharm": { "is_executing": true } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/albert/miniconda3/envs/jaxns_py/lib/python3.11/site-packages/jaxns/internals/mixed_precision.py:15: UserWarning: JAX x64 is not enabled. Setting it now. Check for errors.\n", " warnings.warn(\"JAX x64 is not enabled. Setting it now. Check for errors.\")\n", "INFO:jax._src.xla_bridge:Unable to initialize backend 'cuda': \n", "INFO:jax._src.xla_bridge:Unable to initialize backend 'rocm': module 'jaxlib.xla_extension' has no attribute 'GpuAllocatorConfig'\n", "INFO:jax._src.xla_bridge:Unable to initialize backend 'tpu': INTERNAL: Failed to open libtpu.so: libtpu.so: cannot open shared object file: No such file or directory\n", "WARNING:jax._src.xla_bridge:An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n" ] } ], "source": [ "import pylab as plt\n", "import tensorflow_probability.substrates.jax as tfp\n", "from jax import random, numpy as jnp, vmap\n", "\n", "from jaxns import resample\n", "\n", "tfpd = tfp.distributions" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-09-23T22:40:41.879680Z", "iopub.status.busy": "2024-09-23T22:40:41.879489Z", "iopub.status.idle": "2024-09-23T22:40:41.996779Z", "shell.execute_reply": "2024-09-23T22:40:41.996248Z" } }, "outputs": [], "source": [ "# Generate data\n", "\n", "num_samples = 10\n", "\n", "event_times = jnp.concatenate([jnp.linspace(0., 1., num_samples) ** 2,\n", " 2. + jnp.linspace(0., 1., num_samples) ** 2])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-09-23T22:40:41.998848Z", "iopub.status.busy": "2024-09-23T22:40:41.998676Z", "iopub.status.idle": "2024-09-23T22:40:43.638929Z", "shell.execute_reply": "2024-09-23T22:40:43.638387Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:jaxns:Sanity check...\n", "INFO:jaxns:Sanity check passed\n" ] } ], "source": [ "from jaxns import Prior, Model\n", "\n", "# Build model\n", "B = 2.0\n", "\n", "\n", "def lam_t(mu, alpha, beta, t):\n", " dt = t[:, None] - event_times[None, :]\n", " # a-a, a-b\n", " phi = alpha * jnp.exp(-beta * jnp.where(dt > 0, dt, 0)) * jnp.where(dt > 0, 1, 0)\n", " lam = mu + jnp.sum(phi, axis=1)\n", " return lam\n", "\n", "\n", "def log_likelihood(mu, alpha, beta):\n", " \"\"\"\n", " Poisson likelihood.\n", " \"\"\"\n", " lam = lam_t(mu, alpha, beta, event_times)\n", " Lam = mu + B * event_times.size\n", " return jnp.sum(jnp.log(lam)) - Lam\n", "\n", "\n", "def prior_model():\n", " mu = yield Prior(tfpd.HalfCauchy(loc=0, scale=1.), name='mu')\n", " beta = yield Prior(tfpd.HalfNormal(num_samples), name='beta')\n", " alpha = yield Prior(tfpd.Uniform(0., B * beta), name='alpha')\n", " return mu, alpha, beta\n", "\n", "\n", "model = Model(prior_model=prior_model, log_likelihood=log_likelihood)\n", "\n", "model.sanity_check(random.PRNGKey(0), S=100)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2024-09-23T22:40:43.640970Z", "iopub.status.busy": "2024-09-23T22:40:43.640771Z", "iopub.status.idle": "2024-09-23T22:40:49.329879Z", "shell.execute_reply": "2024-09-23T22:40:49.329406Z" } }, "outputs": [], "source": [ "import jax\n", "from jaxns import NestedSampler\n", "\n", "ns = NestedSampler(model=model, max_samples=1e6)\n", "\n", "termination_reason, state = jax.jit(ns)(random.PRNGKey(42))\n", "results = ns.to_results(termination_reason=termination_reason, state=state)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2024-09-23T22:40:49.331938Z", "iopub.status.busy": "2024-09-23T22:40:49.331758Z", "iopub.status.idle": "2024-09-23T22:40:51.597705Z", "shell.execute_reply": "2024-09-23T22:40:51.597189Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--------\n", "Termination Conditions:\n", "Small remaining evidence\n", "--------\n", "likelihood evals: 35614\n", "samples: 1125\n", "phantom samples: 0\n", "likelihood evals / sample: 31.7\n", "phantom fraction (%): 0.0%\n", "--------\n", "logZ=5.08 +- 0.24\n", "max(logL)=10.91\n", "H=-3.68\n", "ESS=163\n", "--------\n", "alpha: mean +- std.dev. | 10%ile / 50%ile / 90%ile | MAP est. | max(L) est.\n", "alpha: 11.7 +- 5.5 | 5.5 / 10.7 / 19.1 | 8.9 | 11.4\n", "--------\n", "beta: mean +- std.dev. | 10%ile / 50%ile / 90%ile | MAP est. | max(L) est.\n", "beta: 6.5 +- 3.1 | 2.9 / 6.0 / 10.6 | 4.5 | 5.7\n", "--------\n", "mu: mean +- std.dev. | 10%ile / 50%ile / 90%ile | MAP est. | max(L) est.\n", "mu: 9.4 +- 4.5 | 3.9 / 8.6 / 16.4 | 6.0 | 10.1\n", "--------\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ns.summary(results)\n", "ns.plot_diagnostics(results)\n", "ns.plot_cornerplot(results)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2024-09-23T22:40:51.601245Z", "iopub.status.busy": "2024-09-23T22:40:51.601096Z", "iopub.status.idle": "2024-09-23T22:40:52.144351Z", "shell.execute_reply": "2024-09-23T22:40:52.143773Z" } }, "outputs": [], "source": [ "samples = resample(random.PRNGKey(42), results.samples, results.log_dp_mean, replace=True)\n", "pred_times = jnp.linspace(0., 4., 100)\n", "pred_lam = vmap(lambda mu, alpha, beta: lam_t(mu, alpha, beta, pred_times))(**samples)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2024-09-23T22:40:52.146304Z", "iopub.status.busy": "2024-09-23T22:40:52.146159Z", "iopub.status.idle": "2024-09-23T22:40:53.627349Z", "shell.execute_reply": "2024-09-23T22:40:53.626841Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "[plt.axvline(e) for e in event_times]\n", "plt.plot(pred_times, pred_lam.T, c='red', alpha=0.01)\n", "plt.plot(pred_times, pred_lam.mean(0), c='black')\n", "plt.xlabel('time')\n", "plt.ylabel(r'$\\lambda(t)$')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2024-09-23T22:40:53.629512Z", "iopub.status.busy": "2024-09-23T22:40:53.629323Z", "iopub.status.idle": "2024-09-23T22:40:53.849708Z", "shell.execute_reply": "2024-09-23T22:40:53.849150Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "B = samples['alpha'] / samples['beta']\n", "plt.hist(B, bins='auto')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 1 }